The email arrived like a sudden storm. “Brian Thompson wants to be your friend.” Emily’s breath hitched. Brian Thompson. The boy who’d made her life a misery in high school. The one who'd spread cruel rumors and delighted in her humiliation.

She was standing in her sunlit kitchen, a bowl of fruit forgotten on the counter. The vibrant colors of the apples and oranges seemed suddenly muted.

She felt a coldness creep into her chest. He was probably after something, she reasoned. A favor, a job lead, or maybe just some sick sense of satisfaction in her possible failure. The thought made her want to hurl.

Emotion: resentful

Cluster: Shame / Guilt
PC1 (Valence): -1.47 Negative
PC2 (Disposition): 1.50

Role in Research

This story is one of 1,000 stories generated for the emotion resentful. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 resentful stories, after denoising with neutral dialogue baselines, produces the resentful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the resentful vector is projected through the unembedding matrix.

Promoted:
S0.485
aggravated0.263
0.261
👎0.245
L0.241
Suppressed:
own-0.318
soon-0.225
随后-0.225
serendip-0.219
🤩-0.210